Bookmarked Interpretable Machine Learning (by Christoph Molnar)
This looks interesting. Found via colleague Willy Tadema (blog in Dutch).
Machine learning algorithms usually operate as black boxes and it is unclear how they derived a certain decision. This book is a guide for practitioners to make machine learning decisions interpretable.